Ariadne: Online Provenance for Big Graph Analytics

Vicky Papavasileiou
Vicky Papavasileiou
Ken Yocum
Ken Yocum

Proceedings of the 2019 International Conference on Management of Data, pp. 521-536, 2019.

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Keywords:
data provenance graph processing

Abstract:

Data provenance is a powerful tool for debugging large-scale analytics on batch processing systems. This paper presents Ariadne, a system for capturing and querying provenance from Vertex-Centric graph processing systems. While the size of provenance from map-reduce-style workflows is often a fraction of the input data size, graph algorit...More

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